{"id":"W2165439323","doi":"10.2215/cjn.09640911","title":"Urinary Biomarkers in Obstructive Nephropathy","year":2012,"lang":"en","type":"article","venue":"Clinical Journal of the American Society of Nephrology","topic":"Pediatric Urology and Nephrology Studies","field":"Medicine","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"Child and Family Research Institute; University of British Columbia","funders":"","keywords":"Medicine; Renal function; Urology; Creatinine; Urinary system; Urine; Excretion; Internal medicine; Nephropathy; Receiver operating characteristic; Proteinuria; Endocrinology; Area under the curve; Kidney; Gastroenterology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001741724,0.0001631452,0.001083971,0.00007938228,0.00006704358,0.000001009114,0.0003151555,0.000212165,0.00002334098],"category_scores_gemma":[0.0003446576,0.0001054295,0.0009778041,0.0004705244,0.004608182,0.00008519291,0.0002167601,0.001039253,0.000004970776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005085516,"about_ca_system_score_gemma":0.0001942567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001610088,"about_ca_topic_score_gemma":0.000001490384,"domain_scores_codex":[0.9975044,0.0006206556,0.001087029,0.0001570534,0.0001991406,0.000431769],"domain_scores_gemma":[0.9964809,0.001372474,0.00152724,0.0002921816,0.0001619994,0.0001651422],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002731565,0.0008500176,0.9400623,0.000009555412,0.002072037,0.00002388321,0.0005216923,0.000001304673,0.001456794,0.00001900219,0.04768597,0.004565865],"study_design_scores_gemma":[0.002104097,0.002424634,0.971601,0.000009068936,0.0005569756,0.001146506,0.0009118848,0.000009483774,0.00003659894,0.0002836401,0.02083742,0.00007867383],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9777938,0.003249826,0.00003901945,0.01806859,0.0005711385,0.00012316,0.000002700969,0.00000655883,0.0001452313],"genre_scores_gemma":[0.9460162,0.002774783,0.003449785,0.04682096,0.0009042123,0.000002209648,3.83469e-7,0.00001248454,0.00001901695],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03177761,"threshold_uncertainty_score":0.9981007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04227296958949116,"score_gpt":0.3609150863621597,"score_spread":0.3186421167726685,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}